From 83b7b6089765f3ae0e2d8488d6976bd88c13f386 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?J=2E=20Fernando=20S=C3=A1nchez?= Date: Mon, 21 May 2018 19:30:55 +0200 Subject: [PATCH] Add slides --- slides/.gitignore | 1 + slides/img/binder.png | Bin 0 -> 87239 bytes slides/img/cocalc.png | Bin 0 -> 52922 bytes slides/img/demogods.jpg | Bin 0 -> 125297 bytes slides/img/demotime.jpg | Bin 0 -> 33263 bytes slides/img/docker-gitlab.jpg | Bin 0 -> 41560 bytes slides/img/docker.jpg | Bin 0 -> 40240 bytes slides/img/dockernvidia.png | Bin 0 -> 48158 bytes slides/img/dockerrescue.png | Bin 0 -> 182028 bytes slides/img/dockerstacks.png | Bin 0 -> 37823 bytes slides/img/dockerstacks.svg | 60 + slides/img/goodluck.png | Bin 0 -> 59093 bytes slides/img/group.jpeg | Bin 0 -> 59153 bytes slides/img/gsi.png | Bin 0 -> 339718 bytes slides/img/gym.png | Bin 0 -> 180378 bytes slides/img/im-a-researcher.jpg | Bin 0 -> 111158 bytes slides/img/intro.jpg | Bin 0 -> 121727 bytes slides/img/jhub-parts.png | Bin 0 -> 82315 bytes slides/img/jupyter-architecture.png | Bin 0 -> 30974 bytes slides/img/jupyter-screenshot.png | Bin 0 -> 144397 bytes slides/img/knowledgerepo.png | Bin 0 -> 92058 bytes slides/img/nextcloud.jpg | Bin 0 -> 13458 bytes slides/img/noidea-pc.png | Bin 0 -> 321493 bytes slides/img/noidea.jpg | Bin 0 -> 123594 bytes slides/img/party.jpg | Bin 0 -> 226858 bytes slides/img/peerreview.jpg | Bin 0 -> 51202 bytes slides/img/reproducibility.jpg | Bin 0 -> 174991 bytes slides/img/research.jpg | Bin 0 -> 111273 bytes slides/img/scientificmethod.png | Bin 0 -> 37076 bytes slides/img/scientificmethod.svg | 2731 +++++++++++++++++++++++++ slides/img/sharelatex.jpg | Bin 0 -> 41966 bytes slides/img/will_it_work.png | Bin 0 -> 22422 bytes slides/img/wisdom_of_the_ancients.png | Bin 0 -> 27929 bytes slides/img/zeppelin.png | Bin 0 -> 194904 bytes slides/index.html | 1 + slides/run.sh | 6 + slides/run_watch.sh | 3 + slides/slides.html | 377 ++++ slides/slides.md | 306 +++ slides/style.css | 11 + 40 files changed, 3496 insertions(+) create mode 100644 slides/.gitignore create mode 100644 slides/img/binder.png create mode 100644 slides/img/cocalc.png create mode 100644 slides/img/demogods.jpg create mode 100644 slides/img/demotime.jpg create mode 100644 slides/img/docker-gitlab.jpg create mode 100644 slides/img/docker.jpg create mode 100644 slides/img/dockernvidia.png create mode 100644 slides/img/dockerrescue.png create mode 100644 slides/img/dockerstacks.png create mode 100644 slides/img/dockerstacks.svg create mode 100644 slides/img/goodluck.png create mode 100644 slides/img/group.jpeg create mode 100644 slides/img/gsi.png create mode 100644 slides/img/gym.png create mode 100644 slides/img/im-a-researcher.jpg create mode 100644 slides/img/intro.jpg create mode 100644 slides/img/jhub-parts.png create mode 100644 slides/img/jupyter-architecture.png create mode 100644 slides/img/jupyter-screenshot.png create mode 100644 slides/img/knowledgerepo.png create mode 100644 slides/img/nextcloud.jpg create mode 100644 slides/img/noidea-pc.png create mode 100644 slides/img/noidea.jpg create mode 100644 slides/img/party.jpg create mode 100644 slides/img/peerreview.jpg create mode 100644 slides/img/reproducibility.jpg create mode 100644 slides/img/research.jpg create mode 100644 slides/img/scientificmethod.png create mode 100644 slides/img/scientificmethod.svg create mode 100644 slides/img/sharelatex.jpg create mode 100644 slides/img/will_it_work.png create mode 100644 slides/img/wisdom_of_the_ancients.png create mode 100644 slides/img/zeppelin.png create mode 120000 slides/index.html create mode 100755 slides/run.sh create mode 100755 slides/run_watch.sh create mode 100644 slides/slides.html create mode 100644 slides/slides.md create mode 100644 slides/style.css diff --git a/slides/.gitignore b/slides/.gitignore new file mode 100644 index 0000000..6b5747f --- /dev/null +++ b/slides/.gitignore @@ -0,0 +1 @@ +reveal.js \ No newline at end of file diff --git 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ziEiCQ%zSMLV|1Z13V7kErr#-55c0uRXor8mZa<~6^!UDH@z)Q?#FHPa64?WJnwqD3 zQ-)Ersn5J7Wkylxto)B5=$F%NqXniA!s2xOr7POean2L&V|EGzZUJvl9I5t`)skI_ zV%JXD^aQqy+L*&Y(BfQSb#8 z6v^~;A}gx9^}V&_`OW@+>0==VZ&yb-EZbF!2z@?JIs!wqIPa-)(JZ!6g3$85t~~7%n*ODZ&5^e8c#hPwnD$=+L@S zyyXghlQEWkljHSv65ZPf$__Z&#huI|;8s;!?OVkLKqk{p04a?Jd7UxHQ3O}NeNfO| ziUP&!-OXSua5(Jl(KJk-wN~|OWc?fKM`--O_;EA_OYVw@u}!Tn@S^j6y_ zXn}!=xuY}S_in>06|eMOUv_WWs@g^2XS5N~8&chvFIMk4?ufcX>6N?5#}sADk0N;u z!Bupns%uUhl%HVVL@5j!yDMke|Buy*stk;cFRtyV{F3A0&$Fn_Gd>sjRI4>KS + + + + + + + Docker for research + + + + + + + + + + + + + + + + + + + + + diff --git a/slides/slides.md b/slides/slides.md new file mode 100644 index 0000000..4e00cce --- /dev/null +++ b/slides/slides.md @@ -0,0 +1,306 @@ +--- +title: Docker for research +subtitle: ... and data analysis +author: J. Fernando Sánchez () +tags: [Docker, CI, research] +date: 2018 +abstract: Talk about docker for research and data analysis + +--- + +# Intro { .white data-background="img/intro.jpg"} + +## Before we begin + +Code available at: + + + +Live demos at: + +**** + + + + + + +Feel free to log in, but try not to break them for now 😉 + + +## My name is Fernando and... + + +![](img/im-a-researcher.jpg) + + + +## At Grupo de Sistemas Inteligentes + + +:::::::::::::: {.columns} +::: {.column width="50%"} +![](img/gsi.png) +::: +::: {.column width="50%"} +- Machine Learning and Big Data +- NLP and Sentiment Analysis +- Social Network Analysis +- Agents and Simulation +- Linked Data and Semantic Technologies +::: +::::::::::::::: + + + +## And I ❤ Docker + + +:::::::::::::: {.columns} +::: {.column width="50%"} +![](img/docker.jpg) + +::: +::: {.column width="50%"} +* Docker+research for 3+ years +* Advocate for ~2 years +* Internal infrastructure: ansible, k8s and docker +* Teach (with) it +::: + +:::::::::::::: + +## About this talk + +Takeaway: ***you can set up a multi-user data analysis environment with isolation in minutes*** + +Plus: using docker to perform and share experiments is even easier + +Related Meetups: + +[Big Data and Machine Learning with Docker](https://www.meetup.com/Docker-Madrid/events/240357800/) + +[Using Docker in Machine Learning Projects](https://www.meetup.com/Docker-Madrid/events/237067604/) + +# For researchers {.white data-background="img/research.jpg" style="color:white"} + + + + + + +## Experiment, publish, repeat + + +![](img/peerreview.jpg) + + +## Reproducibility + + +![[\@ianholmes](https://twitter.com/ianholmes/status/288689712636493824)](img/goodluck.png) + +## Obstacles + +:::::::::::::: {.columns} +::: {.column width="50%"} + +* **Missing data** +* Bleeding edge tools and libraries +* Throwaway software + * Hacky + * Little to no documentation +* Multiple languages + +::: +::: {.column width="50%"} +![](img/will_it_work.png){ height=80% } +::: + +:::::::::::::: + + +## Obstacles + +![](img/noidea-pc.png) + +## Is it a problem? + +![[https://www.nature.com/](https://www.nature.com/news/1-500-scientists-lift-the-lid-on-reproducibility-1.19970)](img/reproducibility.jpg){ height=80% } + + +## Jupyter notebooks + +![](img/jupyter-screenshot.png) + +## Jupyter architecture + +![](img/jupyter-architecture.png) + + +## Docker to the rescue + +![[towardsdatascience.com](https://towardsdatascience.com/how-docker-can-help-you-become-a-more-effective-data-scientist-7fc048ef91d5)](img/dockerrescue.png) + + +## Jupyter/docker-stacks + +![](img/dockerstacks.png){ height=50% } + +## Reproducible environment + +```bash +docker run --rm -p 8888:8888 \ + -v $(WDIR)/:/home/jovyan/work/ \ + jupyter/scipy-notebook +``` + +## And friendly, too + + +```yaml +version: '2' +services: + jupyter: + image: jupyter/scipy-notebook + volumes: + - "./.nbconfig:/home/jovyan/.jupyter/nbconfig" + - "./work:/home/jovyan/work/" + ports: + - "8888:8888"" +``` + +```bash +docker-compose up +``` + +## Related projects + +* Using docker images to share trained systems + +![](img/gym.png){ height=500px } + +# For small groups { .white data-background="img/group.jpeg" } + + +## Requirements + +* Shared environments +* Resource sharing +* Easy configuration +* Versioning +* Backups + +And **little to no overhead** + + +## Isolation + +![](img/noidea.jpg) + +## Jupyterhub + + +:::::::::::::: {.columns} +::: {.column width="60%"} + +![](img/jhub-parts.png){ height=500px } + +::: +::: {.column width="40%"} + +#### Authenticators + +* Local +* OAuth +* LDAP +* JWT + +#### Spawners + +* Local +* Docker +* Kubernetes +* Marathon + +::: +::::::::::::::: + +## More infrastructure + +![](img/docker-gitlab.jpg){.noborder height="250px"} +![](img/nextcloud.jpg){.noborder height="250px"} + +![](img/sharelatex.jpg){.noborder height="250px"} + +# Demo { data-background="img/party.jpg"} + +## It's demo time + + +![](img/demogods.jpg){ height=80% } + + + + +# Other tools + +## Zeppelin + +* Alternative to Jupyter + +![](img/zeppelin.png) + +## CoCalc + +* Alternative to Jupyter + +![](img/cocalc.png){ height=500px } + + +## Docker-Nvidia + +* CUDA for docker + +![](img/dockernvidia.png) + +## Jupyter Binder + +* Custom Jupyter from git repositories + +![](img/binder.png){ height=500px } + + +## Knowledge-Repo + +![](img/knowledgerepo.png) + + + +# Conclusions + +## Lessons learned + +* Docker + Docker-compose + * Reproducible environments (partially) + * Reduced tooling / experience + * Ephemeral containers force you to automate/document installation +* Jupyterhub + * Shared environments + * Web interface (zero knowledge) + +## What's missing? + +* Roles and permissions +* Backups + +* Ideas: + * Kubernetes? + * OpenShift? + +## Thanks for listening! + + + + + diff --git a/slides/style.css b/slides/style.css new file mode 100644 index 0000000..398067c --- /dev/null +++ b/slides/style.css @@ -0,0 +1,11 @@ +.white h1 { + color: black; + -webkit-text-stroke: 3px white; + text-stroke: 3px white +} +img.noborder { + border: none !important; + -webkit-box-shadow: none !important; + -moz-box-shadow: none !important; + box-shadow: none !important; +}
+
+ +
+

Docker for research

+

… and data analysis

+

J. Fernando Sánchez (jf.sanchez@upm)

+

2018

+
+ +

Intro

+

Before we begin

+

Code available at:

+

https://github.com/balkian/lab-in-a-box

+

Live demos at:

+

https://github.todevnull.com

+

https://lab.todevnull.com

+

https://hub.todevnull.com

+

Feel free to log in, but try not to break them for now 😉

+
+

My name is Fernando and…

+

+
+

At Grupo de Sistemas Inteligentes

+
+
+

+
+
    +
  • Machine Learning and Big Data
  • +
  • NLP and Sentiment Analysis
  • +
  • Social Network Analysis
  • +
  • Agents and Simulation
  • +
  • Linked Data and Semantic Technologies
  • +
+
+
+

http://www.gsi.dit.upm.es

+
+

And I ❤ Docker

+
+
+

+
+
    +
  • Docker+research for 3+ years
  • +
  • Advocate for ~2 years
  • +
  • Internal infrastructure: ansible, k8s and docker
  • +
  • Teach (with) it
  • +
+
+
+
+

About this talk

+

Takeaway: you can set up a multi-user data analysis environment with isolation in minutes

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Plus: using docker to perform and share experiments is even easier

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Related Meetups:

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Big Data and Machine Learning with Docker

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Using Docker in Machine Learning Projects

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For researchers

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Experiment, publish, repeat

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Reproducibility

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+@ianholmes
@ianholmes
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Obstacles

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  • Missing data
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  • Bleeding edge tools and libraries
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  • Throwaway software +
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    • Hacky
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    • Little to no documentation
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  • +
  • Multiple languages
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Obstacles

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Is it a problem?

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+https://www.nature.com/
https://www.nature.com/
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Jupyter notebooks

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Jupyter architecture

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+http://jupyter.readthedocs.io
http://jupyter.readthedocs.io
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Docker to the rescue

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+towardsdatascience.com
towardsdatascience.com
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Jupyter/docker-stacks

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Reproducible environment

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And friendly, too

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For small groups

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Requirements

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  • Shared environments
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  • Resource sharing
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  • Easy configuration
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  • Versioning
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  • Backups
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And little to no overhead

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Isolation

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Jupyterhub

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Authenticators

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  • Local
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  • OAuth
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  • LDAP
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  • JWT
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Spawners

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  • Local
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  • Docker
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  • Kubernetes
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  • Marathon
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More infrastructure

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Demo

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It’s demo time

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https://github.todevnull.com https://github.com/balkian/lab-in-a-box

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Other tools

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Zeppelin

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  • Alternative to Jupyter
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+https://zeppelin.apache.org/
https://zeppelin.apache.org/
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CoCalc

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  • Alternative to Jupyter
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+https://cocalc.org/
https://cocalc.org/
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Docker-Nvidia

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  • CUDA for docker
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+https://github.com/NVIDIA/nvidia-docker
https://github.com/NVIDIA/nvidia-docker
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+
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Jupyter Binder

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  • Custom Jupyter from git repositories
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+https://mybinder.org/
https://mybinder.org/
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Knowledge-Repo

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+http://knowledge-repo.readthedocs.io/
http://knowledge-repo.readthedocs.io/
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Conclusions

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Lessons learned

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  • Docker + Docker-compose +
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    • Reproducible environments (partially)
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    • Reduced tooling / experience
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    • Ephemeral containers force you to automate/document installation
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  • +
  • Jupyterhub +
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    • Shared environments
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    • Web interface (zero knowledge)
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  • +
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What’s missing?

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  • Roles and permissions
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  • Backups

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  • Ideas: +
      +
    • Kubernetes?
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    • OpenShift?
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  • +
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Thanks for listening!

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https://github.com/balkian/lab-in-a-box

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jf.sanchez@upm.es

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